Kidus's Chronicles
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Look at you comforting others with the words you wish someone has said to you.
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Підписники
+1024 години
+977 днів
+27530 днів
Архів дописів
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I was applying to a scholarship for my masters, and I asked my boss to write me a recommendation letter, I swear it is the most genuine thing i have ever read. I just realized that having the best team will help you go even further than you think you're capable of.
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The product I am releasing is going to solve that completely. Working on a full architecture that converts more than 20 types of files to a very structured markdown without sending any request to LLM. It can even convert Audio (EXIF metadata and speech transcription), it also fetches youtube-transcription as well.
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I just published a research paper. 🧾
here's the finding that started it all:
> most people think their prompts are eating their tokens.
> they're not. their files are.
I ran a controlled experiment across 5 file types (PDF, DOCX, XLSX, TXT, .py), 3 file sizes, and 4 conversation lengths, measuring exactly how much of your Claude session tokens come from uploaded files vs your actual messages.
the numbers are wild tbh,
📄 a medium PDF = ~14,800 tokens per turn
💬 your average message = ~25 tokens per turn
at 20 turns, the PDF has been "read" 20 times.
that's 296,000 tokens from the file.
500 tokens from you.
R_file (file token proportion) across every test: 99%+
the paper covers:
→ empirical token counts per file type
→ cost modeling in USD (Claude Sonnet 4 pricing)
→ the compounding effect across conversation length
→ how prompt caching cuts that cost by 84% at turn 20
→ practical recommendations for devs and end users
I am actually working on a product to solve all of the problems I saw. Stay tuned
1 329
There is a beautiful phrase that I love. " What we give doesn't always return, but what we give is always what we are." Always be the kindest person you possibly can be. You have no idea how it changes a lot in People's life. Gooood morning beautiful people ✨
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To end the night, here is a video of me singing, I am not sure why i shared this tho 😂😂
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How was your day guys? Let's take a moment to appreciate what we accomplished or even start, Tell me about your day...
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So was checking out freemodel.dev seems legit, It gives you 10$ for each person you invite and they login using your referral. And you can use their url by exchanging Anthropics base url on claude code terminal
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I was learning threejs for a while now, It is very interesting and I saw some amazing portfolio made with threejs, Until I am good at 3d modeling i decided to clone the site. let me know what you guys think. You can check it out at Link. For best experience use desktop
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There is nothing more beautiful than letting go.
Letting go of the people who make you question your worth. Letting go of the conversations that leave your heart heavy and your mind restless. Letting go of the need to chase those who would never walk a single step toward you.
Some people are not lost when they leave; they are lost when they stay and slowly convince you that you are asking for too much when all you ever wanted was respect, honesty, and effort.
Letting go is choosing peace over confusion, self-respect over attachment, and growth over endless waiting. It is understanding that not everyone who enters your life is meant to remain in it.
Sometimes the kindest thing you can do for yourself is release what keeps hurting you and trust that what is meant for you will never require you to lose yourself to keep it.
Let this be your daily reminder ✨
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Shega is hiring, Let me know if any of you applies for this. https://careers.shega.co/jobs/6843855-shega-remote-internship-program-cohort-1-university-students-only
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Do you guys know that emoticons came before emojies, they were emerged as early as the 17th century. but they were widely used in 1982 specifically September 19, 1982 is when a computer scientist called Scott Fahlman proposed to use them. and emojies emerged in 1999 by a Japanese interface designer called Shigetaka Kurita
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Do you guys remember Encarta Encyclopedia, I just downloaded it, I was having conversation with my colleagues at work and It just reminded me a lot and how nostalgic it was. There was no internet at home, and it was very expensive to even use data that time. and it even had a 3d immersive view of the seven wonders of ethiopia. It is just amazing
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+1
Gooooood morning, may your day be as beautiful and warm as the morning sun. Remember If it's meant to be, It will be.
